{"id":"W6984906086","doi":"","title":"Ruth McLaren","year":2016,"lang":"en","type":"article","venue":"Atlanta University Center Robert W. Woodruff Library (Atlanta University Center Robert W. Woodruff Library)","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portrait; Subject (documents); Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.000196839,0.001311501,0.001059099,0.001998231,0.001222631,0.0008147586,0.00324825,0.0005768447,0.006340246],"category_scores_gemma":[0.00002711575,0.001236575,0.0006730487,0.002448338,0.0003841536,0.0300525,0.003787217,0.0006624197,0.002059877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002697142,"about_ca_system_score_gemma":0.0003019368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004710519,"about_ca_topic_score_gemma":0.0001156776,"domain_scores_codex":[0.9940705,0.0002363463,0.0007558617,0.002144581,0.000895184,0.001897562],"domain_scores_gemma":[0.9971501,0.0001439017,0.0007622372,0.00142504,0.000143161,0.0003755206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001537267,0.000904806,0.4743127,0.0002022001,0.0004638821,0.001110698,0.0002742386,0.000007167579,0.0003744586,0.01832423,0.5006624,0.001825952],"study_design_scores_gemma":[0.00833664,0.00005841188,0.01605009,0.0006519457,0.0002796756,0.00006070752,0.0006983268,0.0001208857,0.001001812,0.0003805358,0.970431,0.001929927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.358085,0.000206251,0.001661525,0.03229846,0.002664415,0.00219553,0.0007995469,0.004761328,0.597328],"genre_scores_gemma":[0.7254452,0.002373626,0.0012452,0.007799019,0.002682373,0.000002691689,0.007124185,0.0004840523,0.2528437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4697686,"threshold_uncertainty_score":0.9999636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00516448031681786,"score_gpt":0.1430780502286639,"score_spread":0.1379135699118461,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}